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Third generation algae biofuels in Italy by 2030: A scenario analysis using Bayesian networks

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  • Gambelli, Danilo
  • Alberti, Francesca
  • Solfanelli, Francesco
  • Vairo, Daniela
  • Zanoli, Raffaele

Abstract

We have analysed the potential for biofuels from microalgae in the Italian biofuels context. This scenario analysis considers alternative pathways for the adoption of biofuels from microalgae by the year 2030. The scenarios were developed using a probabilistic approach based on Bayesian networks, through a structured process for elicitation of expert knowledge. We have identified the most and least favourable scenarios in terms of the expected likelihood for the development of the market of biofuels from microalgae, through which we have focussed on the contribution of economic and policy aspects in the development of the sector. A detailed analysis of the contribution of each variable in the context of the scenarios is also provided. These data represent a starting point for the evaluation of different policy options for the future biofuel market in Italy. The best scenario shows a 75% probability that biofuels from microalgae will exceed 20% of the biofuel market by 2030. This is conditional on the improvement and development of the technological changes and environmental policies, and of the markets for bioenergy and novel foods derived from microalgae.

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  • Gambelli, Danilo & Alberti, Francesca & Solfanelli, Francesco & Vairo, Daniela & Zanoli, Raffaele, 2017. "Third generation algae biofuels in Italy by 2030: A scenario analysis using Bayesian networks," Energy Policy, Elsevier, vol. 103(C), pages 165-178.
    • Handle: RePEc:eee:enepol:v:103:y:2017:i:c:p:165-178
    DOI: 10.1016/j.enpol.2017.01.013
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    as
    1. Zanoli, Raffaele & Gambelli, Danilo & Vairo, Daniela, 2012. "Scenarios of the organic food market in Europe," Food Policy, Elsevier, vol. 37(1), pages 41-57.
    2. Kondili, E.M. & Kaldellis, J.K., 2007. "Biofuel implementation in East Europe: Current status and future prospects," Renewable and Sustainable Energy Reviews, Elsevier, vol. 11(9), pages 2137-2151, December.
    3. Sorda, Giovanni & Banse, Martin & Kemfert, Claudia, 2010. "An overview of biofuel policies across the world," Energy Policy, Elsevier, vol. 38(11), pages 6977-6988, November.
    4. McCollum, David & Yang, Christopher, 2009. "Achieving deep reductions in US transport greenhouse gas emissions: Scenario analysis and policy implications," Energy Policy, Elsevier, vol. 37(12), pages 5580-5596, December.
    5. John Benemann, 2013. "Microalgae for Biofuels and Animal Feeds," Energies, MDPI, vol. 6(11), pages 1-18, November.
    6. Franco, Carlos J. & Zapata, Sebastian & Dyner, Isaac, 2015. "Simulation for assessing the liberalization of biofuels," Renewable and Sustainable Energy Reviews, Elsevier, vol. 41(C), pages 298-307.
    7. Wang, Jianjun & Li, Li, 2016. "Sustainable energy development scenario forecasting and energy saving policy analysis of China," Renewable and Sustainable Energy Reviews, Elsevier, vol. 58(C), pages 718-724.
    8. Celeux, G. & Corset, F. & Lannoy, A. & Ricard, B., 2006. "Designing a Bayesian network for preventive maintenance from expert opinions in a rapid and reliable way," Reliability Engineering and System Safety, Elsevier, vol. 91(7), pages 849-856.
    9. Demirbas, Ayhan, 2009. "Political, economic and environmental impacts of biofuels: A review," Applied Energy, Elsevier, vol. 86(Supplemen), pages 108-117, November.
    10. Demirbas, M. Fatih, 2011. "Biofuels from algae for sustainable development," Applied Energy, Elsevier, vol. 88(10), pages 3473-3480.
    11. Singh, Jasvinder & Gu, Sai, 2010. "Commercialization potential of microalgae for biofuels production," Renewable and Sustainable Energy Reviews, Elsevier, vol. 14(9), pages 2596-2610, December.
    12. Gallagher, Brian J., 2011. "The economics of producing biodiesel from algae," Renewable Energy, Elsevier, vol. 36(1), pages 158-162.
    13. Mark W. Rosegrant & Tingju Zhu & Siwa Msangi & Timothy Sulser, 2008. "Global Scenarios for Biofuels: Impacts and Implications," Review of Agricultural Economics, Agricultural and Applied Economics Association, vol. 30(3), pages 495-505.
    14. Charles, Michael B. & Ryan, Rachel & Ryan, Neal & Oloruntoba, Richard, 2007. "Public policy and biofuels: The way forward?," Energy Policy, Elsevier, vol. 35(11), pages 5737-5746, November.
    15. Pendharkar, Parag C., 2008. "Maximum entropy and least square error minimizing procedures for estimating missing conditional probabilities in Bayesian networks," Computational Statistics & Data Analysis, Elsevier, vol. 52(7), pages 3583-3602, March.
    16. Bartolini, Fabio & Viaggi, Davide, 2012. "An analysis of policy scenario effects on the adoption of energy production on the farm: A case study in Emilia–Romagna (Italy)," Energy Policy, Elsevier, vol. 51(C), pages 454-464.
    17. Naik, S.N. & Goud, Vaibhav V. & Rout, Prasant K. & Dalai, Ajay K., 2010. "Production of first and second generation biofuels: A comprehensive review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 14(2), pages 578-597, February.
    18. Bunn, Derek W. & Salo, Ahti A., 1993. "Forecasting with scenarios," European Journal of Operational Research, Elsevier, vol. 68(3), pages 291-303, August.
    19. Chen, Fung-Fei & Chou, Seng-Cho & Lu, Tai-Ken, 2013. "Scenario analysis of the new energy policy for Taiwan's electricity sector until 2025," Energy Policy, Elsevier, vol. 61(C), pages 162-171.
    20. Paulus, Paul B., 1998. "Developing Consensus about Groupthink after All These Years," Organizational Behavior and Human Decision Processes, Elsevier, vol. 73(2-3), pages 362-374, February.
    21. Shpitser Ilya & VanderWeele Tyler J, 2011. "A Complete Graphical Criterion for the Adjustment Formula in Mediation Analysis," The International Journal of Biostatistics, De Gruyter, vol. 7(1), pages 1-24, March.
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    4. Bharathiraja, B. & Iyyappan, J. & Gopinath, M. & Jayamuthunagai, J. & PraveenKumar, R., 2022. "Transgenicism in algae: Challenges in compatibility, global scenario and future prospects for next generation biofuel production," Renewable and Sustainable Energy Reviews, Elsevier, vol. 154(C).
    5. Gupta, Jharna & Agarwal, Madhu & Dalai, A.K., 2019. "Intensified transesterification of mixture of edible and nonedible oils in reverse flow helical coil reactor for biodiesel production," Renewable Energy, Elsevier, vol. 134(C), pages 509-525.
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